{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 51job有反自动化爬取，半小时能爬取一次"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "outputs": [],
   "source": [
    "import pandas\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1703348976\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "timestamp = time.time()\n",
    "print(int(timestamp))"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "outputs": [],
   "source": [
    "cities = {\n",
    "    '上海':'020000',\n",
    "    '北京':'010000',\n",
    "    '广州':'030200',\n",
    "    '深圳':'040000'\n",
    "}"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "outputs": [],
   "source": [
    "关键字 = input(\"输入职位\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "outputs": [
    {
     "data": {
      "text/plain": "'广告策划'"
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "关键字"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "outputs": [],
   "source": [
    "城市 = input(\"输入城市\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "outputs": [
    {
     "data": {
      "text/plain": "'上海'"
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "城市"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "outputs": [
    {
     "data": {
      "text/plain": "'020000'"
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities[城市]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92\n"
     ]
    }
   ],
   "source": [
    "import urllib.parse\n",
    "encoded_content = urllib.parse.quote(str(关键字))\n",
    "print(encoded_content)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "outputs": [],
   "source": [
    "url = 'https://we.51job.com/api/job/search-pc?api_key=51job&timestamp='+str(int(timestamp))+'&keyword='+str(encoded_content)+'&searchType=2&function=&industry=&jobArea='+cities[城市]+'&jobArea2=&landmark=&metro=&salary=&workYear=&degree=&companyType=&companySize=&jobType=&issueDate=&sortType=0&pageNum=1&requestId=&pageSize=20&source=1&accountId=225393392&pageCode=sou%7Csou%7Csoulb'"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "outputs": [
    {
     "data": {
      "text/plain": "'https://we.51job.com/api/job/search-pc?api_key=51job&timestamp=1703348976&keyword=%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92&searchType=2&function=&industry=&jobArea=020000&jobArea2=&landmark=&metro=&salary=&workYear=&degree=&companyType=&companySize=&jobType=&issueDate=&sortType=0&pageNum=1&requestId=&pageSize=20&source=1&accountId=225393392&pageCode=sou%7Csou%7Csoulb'"
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "outputs": [],
   "source": [
    "wuyou_job_headers = {\n",
    "    \"Accept\": \"application/json, text/plain, */*\",\n",
    "    \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "    \"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "    \"Account-Id\": \"225393392\",\n",
    "    \"Connection\": \"keep-alive\",\n",
    "    \"Cookie\": \"guid=df9079b1bea9db9cb298b4eeb9d04e27; nsearch=jobarea%3D%26%7C%26ord_field%3D%26%7C%26recentSearch0%3D%26%7C%26recentSearch1%3D%26%7C%26recentSearch2%3D%26%7C%26recentSearch3%3D%26%7C%26recentSearch4%3D%26%7C%26collapse_expansion%3D; search=jobarea%7E%60010000%7C%21recentSearch0%7E%60010000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FA%B9%E3%B8%E6%B2%DF%BB%AE%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch1%7E%60020000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FA%B9%E3%B8%E6%B2%DF%BB%AE%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch2%7E%60040000%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FA%CF%FA%CA%DB%D6%FA%C0%ED%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch3%7E%60030200%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FA%CF%FA%CA%DB%D6%FA%C0%ED%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21recentSearch4%7E%60020000%2C030200%A1%FB%A1%FA000000%A1%FB%A1%FA0000%A1%FB%A1%FA00%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA99%A1%FB%A1%FA9%A1%FB%A1%FA99%A1%FB%A1%FA%A1%FB%A1%FA0%A1%FB%A1%FA%CF%FA%CA%DB%D6%FA%C0%ED%A1%FB%A1%FA2%A1%FB%A1%FA1%7C%21; adv=ad_logid_url%3Dhttps%253A%252F%252Ftrace.51job.com%252Ftrace.php%253Fpartner%253Dsem_pc360sbd_10510%2526ajp%253DaHR0cHM6Ly9ta3QuNTFqb2IuY29tL3RnL3NlbS9MUF8yMDIyX0JDMS5odG1sP2Zyb209MzYwYWQmcGFydG5lcj1zZW1fcGMzNjBzYmRfMTA1MTA%253D%2526k%253De634b6aefcd77616431780e8c53ceb3c%2526qhclickid%253Dc59deee398dc71c9%26%7C%26; ps=needv%3D0; 51job=cuid%3D225393392%26%7C%26cusername%3DH021XlNfvSPd3m09B6UJ5XjQNG%252BYxTqqwsHd4Nl1Dt0%253D%26%7C%26cpassword%3D%26%7C%26cname%3Dd86ku2fK8S6E%252BRb5pj7CNQ%253D%253D%26%7C%26cemail%3DTulofWBK5Hi1tlVbVjjiYd1cspTrJXGw46fV%252BkR%252BdjM%253D%26%7C%26cemailstatus%3D0%26%7C%26cnickname%3D%26%7C%26ccry%3D.0vPXBy0iUA.c%26%7C%26cconfirmkey%3DshTz5e9OmApDw%26%7C%26cautologin%3D1%26%7C%26cenglish%3D0%26%7C%26sex%3D0%26%7C%26cnamekey%3DshdbRrNkhN5Oo%26%7C%26to%3Da52a0dbdd8a3ad39b515740d04b6073c656abf11%26%7C%26; sensor=createDate%3D2023-04-10%26%7C%26identityType%3D2; partner=cn_bing_com; seo_refer_info_2023=%7B%22referUrl%22%3A%22https%3A%5C%2F%5C%2Fcn.bing.com%5C%2F%22%2C%22referHost%22%3A%22cn.bing.com%22%2C%22landUrl%22%3A%22%5C%2F%22%2C%22landHost%22%3A%22www.51job.com%22%2C%22partner%22%3Anull%7D; privacy=1703348402; Hm_lvt_1370a11171bd6f2d9b1fe98951541941=1701400677,1701450956,1701493948,1703348405; Hm_lpvt_1370a11171bd6f2d9b1fe98951541941=1703348405; acw_tc=ac11000117033484503333369e00cfc7da0136e9d30c2735c033cb884ce363; NSC_ohjoy-bmjzvo-200-159=ffffffffc3a0d61645525d5f4f58455e445a4a423660; sensorsdata2015jssdkcross=%7B%22distinct_id%22%3A%22225393392%22%2C%22first_id%22%3A%2218c1ae8b042878-0ee7352aa1ad44-26031051-1327104-18c1ae8b043557%22%2C%22props%22%3A%7B%22%24latest_traffic_source_type%22%3A%22%E8%87%AA%E7%84%B6%E6%90%9C%E7%B4%A2%E6%B5%81%E9%87%8F%22%2C%22%24latest_search_keyword%22%3A%22%E6%9C%AA%E5%8F%96%E5%88%B0%E5%80%BC%22%2C%22%24latest_referrer%22%3A%22https%3A%2F%2Fcn.bing.com%2F%22%7D%2C%22identities%22%3A%22eyIkaWRlbnRpdHlfY29va2llX2lkIjoiMThjMWFlOGIwNDI4NzgtMGVlNzM1MmFhMWFkNDQtMjYwMzEwNTEtMTMyNzEwNC0xOGMxYWU4YjA0MzU1NyIsIiRpZGVudGl0eV9sb2dpbl9pZCI6IjIyNTM5MzM5MiJ9%22%2C%22history_login_id%22%3A%7B%22name%22%3A%22%24identity_login_id%22%2C%22value%22%3A%22225393392%22%7D%2C%22%24device_id%22%3A%2218c1ae8b042878-0ee7352aa1ad44-26031051-1327104-18c1ae8b043557%22%7D; slife=lastvisit%3D010000%26%7C%26lowbrowser%3Dnot%26%7C%26lastlogindate%3D20231224%26%7C%26securetime%3DBztdaQRiVzBeP1VvDzwNYgcxCjw%253D; acw_sc__v2=658708e4473228af5db580cf624f5068511c02be; JSESSIONID=3041A7F44A1C5AC2DE3FEB5C72209B8E; ssxmod_itna=YuDtq+xGxh8iD=DXGYo4Cw4QuKFGzDRx4T40IUdD/CmDnqD=GFDK40oEgNPExpx=WWDu3hkUn7uEaPtxEpbIvec7p+L/mDB3DEx06=qUCb4GGUxBYDQxAYDGDDPuD84DrD7g11MXxYPDhxDODWKDXZaCDiP1DmRkExGCD4DC2nPDwx0CREDDBEiAQmbxN8HHrbYIDiyK9hD4XxG1840H=WL4XrE6BfGz9g3j=Ub8K8YDvxDke/KDoZPIDB+ClcANi=0eZ7GeFh0KYWDoCle33a0B7jhohH0qdW0KZ7xZbADDi6GPw6hDD===; ssxmod_itna2=YuDtq+xGxh8iD=DXGYo4Cw4QuKFGzDRx4T40ItG9WkGDBkiCD7Pe2KkPA6IHGFfEGFxG4ExM548qy7moRvqTznHiAtV6x8Rpq6U6EnAHvtI3=pmLEK1M2ONzSgMRnRUjUycEH96N=F6HCD/yiPEIOob9zVEIYD=7mC=E844P+g6ehfpoWiUYzPFEsmbqKXQm8uOvAqxEfktEO2RYIubWfDSOvBIGUf=G4BSW6VUAqDXWxYlbw3svuih0CMam2qVjciquid14j9e10nDSbRS66dhf8d=0TcBTS+Fqh3zzGT3MaclHEdSNcOd8oUUotFoEP1EchdqUNloQC16490I6ATQjn6GQ3UmpUbA4DQK4+ixRIye2ojhY3G=3O9tH3HOdPh4D08DijQ9hTDqbSxxD\",\n",
    "    \"From-Domain\": \"51job_web\",\n",
    "    \"Host\": \"we.51job.com\",\n",
    "    \"Partner\": \"cn_bing_com\",\n",
    "    \"Property\": \"%7B%22partner%22%3A%22cn_bing_com%22%2C%22webId%22%3A2%2C%22fromdomain%22%3A%2251job_web%22%2C%22frompageUrl%22%3A%22https%3A%2F%2Fwe.51job.com%2F%22%2C%22pageUrl%22%3A%22https%3A%2F%2Fwe.51job.com%2Fpc%2Fsearch%3FjobArea%3D010000%26keyword%3D%25E5%25B9%25BF%25E5%2591%258A%25E7%25AD%2596%25E5%2588%2592%26searchType%3D2%26sortType%3D0%26metro%3D%22%2C%22identityType%22%3A%22%E5%9C%A8%E6%A0%A1%E7%94%9F%22%2C%22userType%22%3A%22%E8%80%81%E7%94%A8%E6%88%B7%22%2C%22isLogin%22%3A%22%E6%98%AF%22%2C%22accountid%22%3A%22225393392%22%2C%22keywordType%22%3A%22%E7%8C%9C%E4%BD%A0%E5%96%9C%E6%AC%A2%22%7D\",\n",
    "    \"Referer\": \"https://we.51job.com/pc/search?jobArea=010000&keyword=%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92&searchType=2&sortType=0&metro=\",\n",
    "    \"Sec-Ch-Ua\": \"\\\"Google Chrome\\\";v=\\\"119\\\", \\\"Chromium\\\";v=\\\"119\\\", \\\"Not?A_Brand\\\";v=\\\"24\\\"\",\n",
    "    \"Sec-Ch-Ua-Mobile\": \"?0\",\n",
    "    \"Sec-Ch-Ua-Platform\": \"\\\"Windows\\\"\",\n",
    "    \"Sec-Fetch-Dest\": \"empty\",\n",
    "    \"Sec-Fetch-Mode\": \"cors\",\n",
    "    \"Sec-Fetch-Site\": \"same-origin\",\n",
    "    \"Sign\": \"0e26dc86c90dadc780d0e42f8f01a0abbbdf5304d15bfeadd09ee3ef5c9be3fb\",\n",
    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36\",\n",
    "    \"User-Token\": \"a52a0dbdd8a3ad39b515740d04b6073c656abf11\",\n",
    "    \"Uuid\": \"df9079b1bea9db9cb298b4eeb9d04e27\"\n",
    "}\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 容易黑号，半小时爬取一次就可"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "outputs": [
    {
     "data": {
      "text/plain": "{'status': '1',\n 'message': '成功',\n 'resultbody': {'searchType': 2,\n  'engineKeywordType': 0,\n  'requestId': 'cd1e29d9f55fe22d32a3b5eaabd424ec',\n  'job': {'items': [{'property': '{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\",\"shortPageCode\":\"sou|sou|soulb\",\"searchType\":\"手动搜索职位\",\"jobRank\":\"0\",\"policyId\":\"{\\\\\"layer_rank_v19\\\\\":\\\\\"1760_2\\\\\",\\\\\"layer_rank_v21\\\\\":\\\\\"1778_1\\\\\"}\",\"keyword\":\"广告策划\",\"pageNum\":\"1\",\"requestId\":\"cd1e29d9f55fe22d32a3b5eaabd424ec\",\"jobType\":\"0\"}',\n     'jobId': '149443317',\n     'jobType': '0',\n     'jobName': '海外广告策划运营',\n     'jobTags': ['1年',\n      '大专',\n      '创意策划',\n      '广告素材',\n      'tiktok',\n      'google',\n      '广告创意',\n      '视频创意',\n      '五险一金',\n      '员工旅游',\n      '出国机会',\n      '弹性工作',\n      '年终奖金'],\n     'jobNumString': '',\n     'workAreaCode': '021000',\n     'jobAreaCode': '020000',\n     'jobAreaString': '上海·浦东新区',\n     'hrefAreaPinYin': 'shanghai-pdxq',\n     'jobAreaLevelDetail': {'provinceString': '上海',\n      'cityString': '上海',\n      'districtString': '浦东新区',\n      'landMarkString': ''},\n     'provideSalaryString': '1-1.5万·13薪',\n     'issueDateString': '2023-12-22 10:10:44',\n     'confirmDateString': '2023-07-05 15:28:18',\n     'workYear': '3',\n     'workYearString': '1年',\n     'degreeString': '大专',\n     'industryType1': '32',\n     'industryType2': '44',\n     'industryType1Str': '互联网/电子商务',\n     'industryType2Str': '家具/家电/玩具/礼品',\n     'funcType1Code': '8010',\n     'funcType2Code': '',\n     'major1Str': '',\n     'major2Str': '',\n     'encCoId': 'VTYAbQRvBD1RMQdiAGc',\n     'companyName': '上海鱼尾科技',\n     'fullCompanyName': '上海鱼尾科技有限公司',\n     'companyLogo': 'https://img01.51jobcdn.com/fansImg/CompLogo/6/5988/5987562/5987562_300.jpg?637572156887656041',\n     'companyTypeString': '民营',\n     'companySizeString': '150-500人',\n     'companySizeCode': '3',\n     'hrUid': '6775229',\n     'hrName': 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'',\n     'contactTime': '',\n     'mobileTel': '18632696779',\n     'jobTagsForOrder': ['1年',\n      '本科',\n      '品牌文案',\n      '活动文案',\n      '展厅展馆文案',\n      '项目策划',\n      '策划文案',\n      '弹性工作',\n      '绩效奖金',\n      '五险一金'],\n     'isAllowChat': True,\n     'jobScheme': 'qiancheng://home/show_job_info?jobid=129596201&property=%7B%22isInitiative%22%3A%22%E6%98%AF%22%2C%22pageCode%22%3A%22sou%7Csou%7Csoulb%22%2C%22shortPageCode%22%3A%22sou%7Csou%7Csoulb%22%2C%22searchType%22%3A%22%E6%89%8B%E5%8A%A8%E6%90%9C%E7%B4%A2%E8%81%8C%E4%BD%8D%22%2C%22jobRank%22%3A%2218%22%2C%22policyId%22%3A%22%7B%5C%22layer_rank_v19%5C%22%3A%5C%221760_2%5C%22%2C%5C%22layer_rank_v21%5C%22%3A%5C%221778_1%5C%22%7D%22%2C%22keyword%22%3A%22%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92%22%2C%22pageNum%22%3A%221%22%2C%22requestId%22%3A%22cd1e29d9f55fe22d32a3b5eaabd424ec%22%2C%22jobType%22%3A%220%22%7D',\n     'coId': '3960101'},\n    {'property': 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'issueDateString': '2023-12-23 04:00:36',\n     'confirmDateString': '2023-12-22 15:50:30',\n     'workYear': '3',\n     'workYearString': '1-3年',\n     'degreeString': '本科',\n     'industryType1': '48',\n     'industryType2': '50',\n     'industryType1Str': '公关/市场推广/会展',\n     'industryType2Str': '家居/室内设计/装潢',\n     'funcType1Code': '4207',\n     'funcType2Code': '',\n     'major1Str': '',\n     'major2Str': '',\n     'encCoId': 'A2RSMQBqADcCZVcy',\n     'companyName': '上海云罡同汇视觉艺术设计',\n     'fullCompanyName': '上海云罡同汇视觉艺术设计有限公司',\n     'companyLogo': 'https://img01.51jobcdn.com/fansImg/CompLogo/1/180/179926/179926_300.png?637075101384184949',\n     'companyTypeString': '民营',\n     'companySizeString': '50-150人',\n     'companySizeCode': '2',\n     'hrUid': '163899',\n     'hrName': '何女士',\n     'smallHrLogoUrl': 'http://img01.51jobcdn.com/imehire/userportrait/default/li_portrait_female_003_small.png',\n     'hrPosition': '人事经理',\n     'hrMedalTitle': '',\n     'hrMedalLevel': '',\n     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'requestId': 'cd1e29d9f55fe22d32a3b5eaabd424ec',\n   'policies': '{\"layer_rank_v19\":\"1760_2\",\"layer_rank_v21\":\"1778_1\"}',\n   'totalcount': 827}}}"
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "r = session.get(url,headers=wuyou_job_headers)\n",
    "\n",
    "response_data = r.json()\n",
    "\n",
    "response_data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "outputs": [
    {
     "data": {
      "text/plain": "                                             property      jobId jobType  \\\n0   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  149443317       0   \n1   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150615927       0   \n2   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151095040       0   \n3   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  146339723       0   \n4   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  142771397       0   \n5   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  143099686       0   \n6   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151424240       0   \n7   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  148309794       0   \n8   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  143276182       0   \n9   {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150616009       0   \n10  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150535883       0   \n11  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  137102708       0   \n12  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151339175       0   \n13  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150731460       0   \n14  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  152587984       0   \n15  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  152358134       0   \n16  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151537615       0   \n17  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150009805       0   \n18  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  129596201       0   \n19  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  143660585       0   \n\n                    jobName  \\\n0                  海外广告策划运营   \n1                   品牌策划培训生   \n2                    广告创意策划   \n3   广告销售企划 应届可(150089) 日语必须   \n4        文案实习生（新闻/广告/汉语言专业）   \n5                     广告实习生   \n6             文案策划专员（2024届）   \n7                    广告文案策划   \n8            媒介实习生（广告、新闻专业）   \n9                   营销策划培训生   \n10             百联股份-营销策划管培生   \n11                     策划文案   \n12                   营销企划助理   \n13                   广告客户执行   \n14                     文案策划   \n15                 市场文案策划专员   \n16            媒介策划实习生（上海公司）   \n17                 活动策划执行经理   \n18                     文案策划   \n19                     文案策划   \n\n                                              jobTags jobNumString  \\\n0   [1年, 大专, 创意策划, 广告素材, tiktok, google, 广告创意, 视频创...                \n1                                       [在校生/应届生, 本科]           若干   \n2   [1年, 大专, brief, 文案撰写, 方案, copybase, 广告策划, 策划经理...                \n3   [在校生/应届生, 大专, 五险一金, 带薪休假, 通讯补贴, 国家法定休假, 洽谈, 客户...                \n4                                       [在校生/应届生, 本科]                \n5                           [在校生/应届生, 大专, 专业培训, 做五休二]                \n6   [在校生/应届生, 本科, 汉语言文学, 新闻传播学类, 营销, 抖音, 文案撰写, 广告学...                \n7                                      [1年, 大专, 年终奖金]                \n8                                       [在校生/应届生, 本科]                \n9                                       [在校生/应届生, 本科]           若干   \n10                                      [在校生/应届生, 本科]           若干   \n11                      [在校生/应届生, 大专, 策划, 五险一金, 年终奖金]                \n12                        [在校生/应届生, 本科, 市场营销, 视觉传达设计]            1   \n13  [1年, 本科, 创意设计, 广告公司ae, 快消零售行业, 项目管理, 五险一金, 餐饮补...                \n14  [无需经验, 本科, 软文, 广告文案, 媒体宣传, 新闻稿, 营销推广, 产品宣传, 推文...                \n15  [在校生/应届生, 本科, 文案撰写, 文案创作, 软文撰写, 写作, 脚本撰写, 广告, ...                \n16  [在校生/应届生, 本科, 办公软件, excel, word, ppt, 广告, 竞品分析...                \n17             [1年, 大专, 活动策划, 活动执行, 五险一金, 餐饮补贴, 周末双休]                \n18  [1年, 本科, 品牌文案, 活动文案, 展厅展馆文案, 项目策划, 策划文案, 弹性工作,...                \n19  [1-3年, 本科, 中文, 编写方案, 博物馆学, 规划, 设计, 五险一金, 专业培训,...                \n\n   workAreaCode jobAreaCode jobAreaString hrefAreaPinYin  ...    mobileTel  \\\n0        021000      020000       上海·浦东新区  shanghai-pdxq  ...  13524760241   \n1        020000      020000            上海       shanghai  ...          NaN   \n2        020600      020000        上海·普陀区   shanghai-ptq  ...  15800610656   \n3        020000      020000            上海       shanghai  ...  13761931302   \n4        020100      020000        上海·黄浦区   shanghai-hpq  ...  15214310346   \n5        021300      020000        上海·嘉定区   shanghai-jdq  ...  18717997435   \n6        020000      020000            上海       shanghai  ...  17701757075   \n7        020300      020000        上海·徐汇区   shanghai-xhq  ...  13816914536   \n8        020000      020000            上海       shanghai  ...  15214310346   \n9        020000      020000            上海       shanghai  ...          NaN   \n10       020100      020000        上海·黄浦区   shanghai-hpq  ...          NaN   \n11       021300      020000        上海·嘉定区   shanghai-jdq  ...  15800875360   \n12       020000      020000            上海       shanghai  ...          NaN   \n13       020300      020000        上海·徐汇区   shanghai-xhq  ...  13601982446   \n14       021000      020000       上海·浦东新区  shanghai-pdxq  ...  15800695423   \n15       021500      020000        上海·松江区   shanghai-sjq  ...  13761315157   \n16       020300      020000        上海·徐汇区   shanghai-xhq  ...  18502514637   \n17       021300      020000        上海·嘉定区   shanghai-jdq  ...  13585876678   \n18       020400      020000        上海·长宁区   shanghai-cnq  ...  18632696779   \n19       020900      020000        上海·杨浦区   shanghai-ypq  ...  15713738013   \n\n                                      jobTagsForOrder isAllowChat  \\\n0   [1年, 大专, 创意策划, 广告素材, tiktok, google, 广告创意, 视频创...        True   \n1                                       [在校生/应届生, 本科]       False   \n2   [1年, 大专, brief, 文案撰写, 方案, copybase, 广告策划, 策划经理...        True   \n3   [在校生/应届生, 大专, 五险一金, 带薪休假, 通讯补贴, 国家法定休假, 洽谈, 客户...        True   \n4                                       [在校生/应届生, 本科]        True   \n5                           [在校生/应届生, 大专, 专业培训, 做五休二]        True   \n6   [在校生/应届生, 本科, 汉语言文学, 新闻传播学类, 营销, 抖音, 文案撰写, 广告学...        True   \n7                                      [1年, 大专, 年终奖金]        True   \n8                                       [在校生/应届生, 本科]        True   \n9                                       [在校生/应届生, 本科]       False   \n10                                      [在校生/应届生, 本科]       False   \n11                      [在校生/应届生, 大专, 策划, 五险一金, 年终奖金]        True   \n12                        [在校生/应届生, 本科, 市场营销, 视觉传达设计]       False   \n13  [1年, 本科, 创意设计, 广告公司ae, 快消零售行业, 项目管理, 五险一金, 餐饮补...        True   \n14  [无需经验, 本科, 软文, 广告文案, 媒体宣传, 新闻稿, 营销推广, 产品宣传, 推文...        True   \n15  [在校生/应届生, 本科, 文案撰写, 文案创作, 软文撰写, 写作, 脚本撰写, 广告, ...        True   \n16  [在校生/应届生, 本科, 办公软件, excel, word, ppt, 广告, 竞品分析...        True   \n17             [1年, 大专, 活动策划, 活动执行, 五险一金, 餐饮补贴, 周末双休]        True   \n18  [1年, 本科, 品牌文案, 活动文案, 展厅展馆文案, 项目策划, 策划文案, 弹性工作,...        True   \n19  [1-3年, 本科, 中文, 编写方案, 博物馆学, 规划, 设计, 五险一金, 专业培训,...        True   \n\n                                            jobScheme     coId  \\\n0   qiancheng://home/show_job_info?jobid=149443317...  5987562   \n1   qiancheng://home/show_job_info?jobid=150615927...  7364405   \n2   qiancheng://home/show_job_info?jobid=151095040...  4261835   \n3   qiancheng://home/show_job_info?jobid=146339723...  1987073   \n4   qiancheng://home/show_job_info?jobid=142771397...      623   \n5   qiancheng://home/show_job_info?jobid=143099686...  3288479   \n6   qiancheng://home/show_job_info?jobid=151424240...   342463   \n7   qiancheng://home/show_job_info?jobid=148309794...  7526639   \n8   qiancheng://home/show_job_info?jobid=143276182...      623   \n9   qiancheng://home/show_job_info?jobid=150616009...  7364405   \n10  qiancheng://home/show_job_info?jobid=150535883...  7327043   \n11  qiancheng://home/show_job_info?jobid=137102708...   300054   \n12  qiancheng://home/show_job_info?jobid=151339175...  7440198   \n13  qiancheng://home/show_job_info?jobid=150731460...  8126448   \n14  qiancheng://home/show_job_info?jobid=152587984...  4427108   \n15  qiancheng://home/show_job_info?jobid=152358134...  8027780   \n16  qiancheng://home/show_job_info?jobid=151537615...  2635952   \n17  qiancheng://home/show_job_info?jobid=150009805...  2616269   \n18  qiancheng://home/show_job_info?jobid=129596201...  3960101   \n19  qiancheng://home/show_job_info?jobid=143660585...   179926   \n\n   jobAreaLevelDetail.provinceString jobAreaLevelDetail.cityString  \\\n0                                 上海                            上海   \n1                                 上海                            上海   \n2                                 上海                            上海   \n3                                 上海                            上海   \n4                                 上海                            上海   \n5                                 上海                            上海   \n6                                 上海                            上海   \n7                                 上海                            上海   \n8                                 上海                            上海   \n9                                 上海                            上海   \n10                                上海                            上海   \n11                                上海                            上海   \n12                                上海                            上海   \n13                                上海                            上海   \n14                                上海                            上海   \n15                                上海                            上海   \n16                                上海                            上海   \n17                                上海                            上海   \n18                                上海                            上海   \n19                                上海                            上海   \n\n   jobAreaLevelDetail.districtString jobAreaLevelDetail.landMarkString  \\\n0                               浦东新区                                     \n1                                NaN                                     \n2                                普陀区                          长风公园/华师大   \n3                                NaN                                     \n4                                黄浦区                                     \n5                                嘉定区                                     \n6                                NaN                                     \n7                                徐汇区                                     \n8                                NaN                                     \n9                                NaN                                     \n10                               黄浦区                                     \n11                               嘉定区                                江桥   \n12                               NaN                                     \n13                               徐汇区                               漕河泾   \n14                              浦东新区                                张江   \n15                               松江区                                     \n16                               徐汇区                                     \n17                               嘉定区                                     \n18                               长宁区                                     \n19                               杨浦区                                     \n\n   hrLabels  \n0       NaN  \n1       NaN  \n2        []  \n3       NaN  \n4        []  \n5        []  \n6   [简历处理快]  \n7       NaN  \n8        []  \n9       NaN  \n10      NaN  \n11  [简历处理快]  \n12      NaN  \n13       []  \n14   [喜欢聊天]  \n15   [喜欢聊天]  \n16   [喜欢聊天]  \n17       []  \n18   [今日活跃]  \n19   [回复率高]  \n\n[20 rows x 76 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>property</th>\n      <th>jobId</th>\n      <th>jobType</th>\n      <th>jobName</th>\n      <th>jobTags</th>\n      <th>jobNumString</th>\n      <th>workAreaCode</th>\n      <th>jobAreaCode</th>\n      <th>jobAreaString</th>\n      <th>hrefAreaPinYin</th>\n      <th>...</th>\n      <th>mobileTel</th>\n      <th>jobTagsForOrder</th>\n      <th>isAllowChat</th>\n      <th>jobScheme</th>\n      <th>coId</th>\n      <th>jobAreaLevelDetail.provinceString</th>\n      <th>jobAreaLevelDetail.cityString</th>\n      <th>jobAreaLevelDetail.districtString</th>\n      <th>jobAreaLevelDetail.landMarkString</th>\n      <th>hrLabels</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>149443317</td>\n      <td>0</td>\n      <td>海外广告策划运营</td>\n      <td>[1年, 大专, 创意策划, 广告素材, tiktok, google, 广告创意, 视频创...</td>\n      <td></td>\n      <td>021000</td>\n      <td>020000</td>\n      <td>上海·浦东新区</td>\n      <td>shanghai-pdxq</td>\n      <td>...</td>\n      <td>13524760241</td>\n      <td>[1年, 大专, 创意策划, 广告素材, tiktok, google, 广告创意, 视频创...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=149443317...</td>\n      <td>5987562</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150615927</td>\n      <td>0</td>\n      <td>品牌策划培训生</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>若干</td>\n      <td>020000</td>\n      <td>020000</td>\n      <td>上海</td>\n      <td>shanghai</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=150615927...</td>\n      <td>7364405</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151095040</td>\n      <td>0</td>\n      <td>广告创意策划</td>\n      <td>[1年, 大专, brief, 文案撰写, 方案, copybase, 广告策划, 策划经理...</td>\n      <td></td>\n      <td>020600</td>\n      <td>020000</td>\n      <td>上海·普陀区</td>\n      <td>shanghai-ptq</td>\n      <td>...</td>\n      <td>15800610656</td>\n      <td>[1年, 大专, brief, 文案撰写, 方案, copybase, 广告策划, 策划经理...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=151095040...</td>\n      <td>4261835</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>普陀区</td>\n      <td>长风公园/华师大</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>146339723</td>\n      <td>0</td>\n      <td>广告销售企划 应届可(150089) 日语必须</td>\n      <td>[在校生/应届生, 大专, 五险一金, 带薪休假, 通讯补贴, 国家法定休假, 洽谈, 客户...</td>\n      <td></td>\n      <td>020000</td>\n      <td>020000</td>\n      <td>上海</td>\n      <td>shanghai</td>\n      <td>...</td>\n      <td>13761931302</td>\n      <td>[在校生/应届生, 大专, 五险一金, 带薪休假, 通讯补贴, 国家法定休假, 洽谈, 客户...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=146339723...</td>\n      <td>1987073</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>142771397</td>\n      <td>0</td>\n      <td>文案实习生（新闻/广告/汉语言专业）</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td></td>\n      <td>020100</td>\n      <td>020000</td>\n      <td>上海·黄浦区</td>\n      <td>shanghai-hpq</td>\n      <td>...</td>\n      <td>15214310346</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=142771397...</td>\n      <td>623</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>黄浦区</td>\n      <td></td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>143099686</td>\n      <td>0</td>\n      <td>广告实习生</td>\n      <td>[在校生/应届生, 大专, 专业培训, 做五休二]</td>\n      <td></td>\n      <td>021300</td>\n      <td>020000</td>\n      <td>上海·嘉定区</td>\n      <td>shanghai-jdq</td>\n      <td>...</td>\n      <td>18717997435</td>\n      <td>[在校生/应届生, 大专, 专业培训, 做五休二]</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=143099686...</td>\n      <td>3288479</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>嘉定区</td>\n      <td></td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151424240</td>\n      <td>0</td>\n      <td>文案策划专员（2024届）</td>\n      <td>[在校生/应届生, 本科, 汉语言文学, 新闻传播学类, 营销, 抖音, 文案撰写, 广告学...</td>\n      <td></td>\n      <td>020000</td>\n      <td>020000</td>\n      <td>上海</td>\n      <td>shanghai</td>\n      <td>...</td>\n      <td>17701757075</td>\n      <td>[在校生/应届生, 本科, 汉语言文学, 新闻传播学类, 营销, 抖音, 文案撰写, 广告学...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=151424240...</td>\n      <td>342463</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td></td>\n      <td>[简历处理快]</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>148309794</td>\n      <td>0</td>\n      <td>广告文案策划</td>\n      <td>[1年, 大专, 年终奖金]</td>\n      <td></td>\n      <td>020300</td>\n      <td>020000</td>\n      <td>上海·徐汇区</td>\n      <td>shanghai-xhq</td>\n      <td>...</td>\n      <td>13816914536</td>\n      <td>[1年, 大专, 年终奖金]</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=148309794...</td>\n      <td>7526639</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>143276182</td>\n      <td>0</td>\n      <td>媒介实习生（广告、新闻专业）</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td></td>\n      <td>020000</td>\n      <td>020000</td>\n      <td>上海</td>\n      <td>shanghai</td>\n      <td>...</td>\n      <td>15214310346</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=143276182...</td>\n      <td>623</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td></td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150616009</td>\n      <td>0</td>\n      <td>营销策划培训生</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>若干</td>\n      <td>020000</td>\n      <td>020000</td>\n      <td>上海</td>\n      <td>shanghai</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=150616009...</td>\n      <td>7364405</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150535883</td>\n      <td>0</td>\n      <td>百联股份-营销策划管培生</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>若干</td>\n      <td>020100</td>\n      <td>020000</td>\n      <td>上海·黄浦区</td>\n      <td>shanghai-hpq</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>[在校生/应届生, 本科]</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=150535883...</td>\n      <td>7327043</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>黄浦区</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>137102708</td>\n      <td>0</td>\n      <td>策划文案</td>\n      <td>[在校生/应届生, 大专, 策划, 五险一金, 年终奖金]</td>\n      <td></td>\n      <td>021300</td>\n      <td>020000</td>\n      <td>上海·嘉定区</td>\n      <td>shanghai-jdq</td>\n      <td>...</td>\n      <td>15800875360</td>\n      <td>[在校生/应届生, 大专, 策划, 五险一金, 年终奖金]</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=137102708...</td>\n      <td>300054</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>嘉定区</td>\n      <td>江桥</td>\n      <td>[简历处理快]</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151339175</td>\n      <td>0</td>\n      <td>营销企划助理</td>\n      <td>[在校生/应届生, 本科, 市场营销, 视觉传达设计]</td>\n      <td>1</td>\n      <td>020000</td>\n      <td>020000</td>\n      <td>上海</td>\n      <td>shanghai</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>[在校生/应届生, 本科, 市场营销, 视觉传达设计]</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=151339175...</td>\n      <td>7440198</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150731460</td>\n      <td>0</td>\n      <td>广告客户执行</td>\n      <td>[1年, 本科, 创意设计, 广告公司ae, 快消零售行业, 项目管理, 五险一金, 餐饮补...</td>\n      <td></td>\n      <td>020300</td>\n      <td>020000</td>\n      <td>上海·徐汇区</td>\n      <td>shanghai-xhq</td>\n      <td>...</td>\n      <td>13601982446</td>\n      <td>[1年, 本科, 创意设计, 广告公司ae, 快消零售行业, 项目管理, 五险一金, 餐饮补...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=150731460...</td>\n      <td>8126448</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>漕河泾</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>152587984</td>\n      <td>0</td>\n      <td>文案策划</td>\n      <td>[无需经验, 本科, 软文, 广告文案, 媒体宣传, 新闻稿, 营销推广, 产品宣传, 推文...</td>\n      <td></td>\n      <td>021000</td>\n      <td>020000</td>\n      <td>上海·浦东新区</td>\n      <td>shanghai-pdxq</td>\n      <td>...</td>\n      <td>15800695423</td>\n      <td>[无需经验, 本科, 软文, 广告文案, 媒体宣传, 新闻稿, 营销推广, 产品宣传, 推文...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=152587984...</td>\n      <td>4427108</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>张江</td>\n      <td>[喜欢聊天]</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>152358134</td>\n      <td>0</td>\n      <td>市场文案策划专员</td>\n      <td>[在校生/应届生, 本科, 文案撰写, 文案创作, 软文撰写, 写作, 脚本撰写, 广告, ...</td>\n      <td></td>\n      <td>021500</td>\n      <td>020000</td>\n      <td>上海·松江区</td>\n      <td>shanghai-sjq</td>\n      <td>...</td>\n      <td>13761315157</td>\n      <td>[在校生/应届生, 本科, 文案撰写, 文案创作, 软文撰写, 写作, 脚本撰写, 广告, ...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=152358134...</td>\n      <td>8027780</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>松江区</td>\n      <td></td>\n      <td>[喜欢聊天]</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151537615</td>\n      <td>0</td>\n      <td>媒介策划实习生（上海公司）</td>\n      <td>[在校生/应届生, 本科, 办公软件, excel, word, ppt, 广告, 竞品分析...</td>\n      <td></td>\n      <td>020300</td>\n      <td>020000</td>\n      <td>上海·徐汇区</td>\n      <td>shanghai-xhq</td>\n      <td>...</td>\n      <td>18502514637</td>\n      <td>[在校生/应届生, 本科, 办公软件, excel, word, ppt, 广告, 竞品分析...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=151537615...</td>\n      <td>2635952</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td></td>\n      <td>[喜欢聊天]</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150009805</td>\n      <td>0</td>\n      <td>活动策划执行经理</td>\n      <td>[1年, 大专, 活动策划, 活动执行, 五险一金, 餐饮补贴, 周末双休]</td>\n      <td></td>\n      <td>021300</td>\n      <td>020000</td>\n      <td>上海·嘉定区</td>\n      <td>shanghai-jdq</td>\n      <td>...</td>\n      <td>13585876678</td>\n      <td>[1年, 大专, 活动策划, 活动执行, 五险一金, 餐饮补贴, 周末双休]</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=150009805...</td>\n      <td>2616269</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>嘉定区</td>\n      <td></td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>129596201</td>\n      <td>0</td>\n      <td>文案策划</td>\n      <td>[1年, 本科, 品牌文案, 活动文案, 展厅展馆文案, 项目策划, 策划文案, 弹性工作,...</td>\n      <td></td>\n      <td>020400</td>\n      <td>020000</td>\n      <td>上海·长宁区</td>\n      <td>shanghai-cnq</td>\n      <td>...</td>\n      <td>18632696779</td>\n      <td>[1年, 本科, 品牌文案, 活动文案, 展厅展馆文案, 项目策划, 策划文案, 弹性工作,...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=129596201...</td>\n      <td>3960101</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>长宁区</td>\n      <td></td>\n      <td>[今日活跃]</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>143660585</td>\n      <td>0</td>\n      <td>文案策划</td>\n      <td>[1-3年, 本科, 中文, 编写方案, 博物馆学, 规划, 设计, 五险一金, 专业培训,...</td>\n      <td></td>\n      <td>020900</td>\n      <td>020000</td>\n      <td>上海·杨浦区</td>\n      <td>shanghai-ypq</td>\n      <td>...</td>\n      <td>15713738013</td>\n      <td>[1-3年, 本科, 中文, 编写方案, 博物馆学, 规划, 设计, 五险一金, 专业培训,...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=143660585...</td>\n      <td>179926</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>杨浦区</td>\n      <td></td>\n      <td>[回复率高]</td>\n    </tr>\n  </tbody>\n</table>\n<p>20 rows × 76 columns</p>\n</div>"
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wuyou = pd.json_normalize(response_data['resultbody']['job']['items'])\n",
    "df_wuyou"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "outputs": [
    {
     "data": {
      "text/plain": "'上海'"
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citi_name = str(城市)\n",
    "citi_name"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "outputs": [
    {
     "data": {
      "text/plain": "'广告策划'"
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = str(关键字)\n",
    "key"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "outputs": [
    {
     "data": {
      "text/plain": "'2023-12-24'"
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import time\n",
    "time.localtime()\n",
    "output_time = str(time.localtime().tm_year)+'-'\\\n",
    "              +str(time.localtime().tm_mon)+'-'\\\n",
    "             +str(time.localtime().tm_mday)\n",
    "output_time"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "folder_name = f\"excels/{城市}/{关键字}/{output_time}\"\n",
    "os.makedirs(folder_name, exist_ok=True)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "outputs": [],
   "source": [
    "df_wuyou.to_excel(f\"excels/{城市}/{关键字}/{output_time}/前程无忧-{城市}-{关键字}-{output_time}.xlsx\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "outputs": [],
   "source": [
    "import pandas as pd"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "outputs": [
    {
     "data": {
      "text/plain": "    Unnamed: 0                                           property      jobId  \\\n0            0  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  149443317   \n1            1  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150615927   \n2            2  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151095040   \n3            3  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  146339723   \n4            4  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  142771397   \n5            5  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  143099686   \n6            6  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151424240   \n7            7  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  148309794   \n8            8  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  143276182   \n9            9  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150616009   \n10          10  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150535883   \n11          11  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  137102708   \n12          12  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151339175   \n13          13  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150731460   \n14          14  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  152587984   \n15          15  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  152358134   \n16          16  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  151537615   \n17          17  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  150009805   \n18          18  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  129596201   \n19          19  {\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...  143660585   \n\n    jobType                  jobName  \\\n0         0                 海外广告策划运营   \n1         0                  品牌策划培训生   \n2         0                   广告创意策划   \n3         0  广告销售企划 应届可(150089) 日语必须   \n4         0       文案实习生（新闻/广告/汉语言专业）   \n5         0                    广告实习生   \n6         0            文案策划专员（2024届）   \n7         0                   广告文案策划   \n8         0           媒介实习生（广告、新闻专业）   \n9         0                  营销策划培训生   \n10        0             百联股份-营销策划管培生   \n11        0                     策划文案   \n12        0                   营销企划助理   \n13        0                   广告客户执行   \n14        0                     文案策划   \n15        0                 市场文案策划专员   \n16        0            媒介策划实习生（上海公司）   \n17        0                 活动策划执行经理   \n18        0                     文案策划   \n19        0                     文案策划   \n\n                                              jobTags jobNumString  \\\n0   ['1年', '大专', '创意策划', '广告素材', 'tiktok', 'google...          NaN   \n1                                   ['在校生/应届生', '本科']           若干   \n2   ['1年', '大专', 'brief', '文案撰写', '方案', 'copybase'...          NaN   \n3   ['在校生/应届生', '大专', '五险一金', '带薪休假', '通讯补贴', '国家法...          NaN   \n4                                   ['在校生/应届生', '本科']          NaN   \n5                   ['在校生/应届生', '大专', '专业培训', '做五休二']          NaN   \n6   ['在校生/应届生', '本科', '汉语言文学', '新闻传播学类', '营销', '抖音...          NaN   \n7                                ['1年', '大专', '年终奖金']          NaN   \n8                                   ['在校生/应届生', '本科']          NaN   \n9                                   ['在校生/应届生', '本科']           若干   \n10                                  ['在校生/应届生', '本科']           若干   \n11            ['在校生/应届生', '大专', '策划', '五险一金', '年终奖金']          NaN   \n12                ['在校生/应届生', '本科', '市场营销', '视觉传达设计']            1   \n13  ['1年', '本科', '创意设计', '广告公司ae', '快消零售行业', '项目管理...          NaN   \n14  ['无需经验', '本科', '软文', '广告文案', '媒体宣传', '新闻稿', '营...          NaN   \n15  ['在校生/应届生', '本科', '文案撰写', '文案创作', '软文撰写', '写作'...          NaN   \n16  ['在校生/应届生', '本科', '办公软件', 'excel', 'word', 'pp...          NaN   \n17  ['1年', '大专', '活动策划', '活动执行', '五险一金', '餐饮补贴', '...          NaN   \n18  ['1年', '本科', '品牌文案', '活动文案', '展厅展馆文案', '项目策划',...          NaN   \n19  ['1-3年', '本科', '中文', '编写方案', '博物馆学', '规划', '设计...          NaN   \n\n    workAreaCode  jobAreaCode jobAreaString  ...     mobileTel  \\\n0          21000        20000       上海·浦东新区  ...  1.352476e+10   \n1          20000        20000            上海  ...           NaN   \n2          20600        20000        上海·普陀区  ...  1.580061e+10   \n3          20000        20000            上海  ...  1.376193e+10   \n4          20100        20000        上海·黄浦区  ...  1.521431e+10   \n5          21300        20000        上海·嘉定区  ...  1.871800e+10   \n6          20000        20000            上海  ...  1.770176e+10   \n7          20300        20000        上海·徐汇区  ...  1.381691e+10   \n8          20000        20000            上海  ...  1.521431e+10   \n9          20000        20000            上海  ...           NaN   \n10         20100        20000        上海·黄浦区  ...           NaN   \n11         21300        20000        上海·嘉定区  ...  1.580088e+10   \n12         20000        20000            上海  ...           NaN   \n13         20300        20000        上海·徐汇区  ...  1.360198e+10   \n14         21000        20000       上海·浦东新区  ...  1.580070e+10   \n15         21500        20000        上海·松江区  ...  1.376132e+10   \n16         20300        20000        上海·徐汇区  ...  1.850251e+10   \n17         21300        20000        上海·嘉定区  ...  1.358588e+10   \n18         20400        20000        上海·长宁区  ...  1.863270e+10   \n19         20900        20000        上海·杨浦区  ...  1.571374e+10   \n\n                                      jobTagsForOrder isAllowChat  \\\n0   ['1年', '大专', '创意策划', '广告素材', 'tiktok', 'google...        True   \n1                                   ['在校生/应届生', '本科']       False   \n2   ['1年', '大专', 'brief', '文案撰写', '方案', 'copybase'...        True   \n3   ['在校生/应届生', '大专', '五险一金', '带薪休假', '通讯补贴', '国家法...        True   \n4                                   ['在校生/应届生', '本科']        True   \n5                   ['在校生/应届生', '大专', '专业培训', '做五休二']        True   \n6   ['在校生/应届生', '本科', '汉语言文学', '新闻传播学类', '营销', '抖音...        True   \n7                                ['1年', '大专', '年终奖金']        True   \n8                                   ['在校生/应届生', '本科']        True   \n9                                   ['在校生/应届生', '本科']       False   \n10                                  ['在校生/应届生', '本科']       False   \n11            ['在校生/应届生', '大专', '策划', '五险一金', '年终奖金']        True   \n12                ['在校生/应届生', '本科', '市场营销', '视觉传达设计']       False   \n13  ['1年', '本科', '创意设计', '广告公司ae', '快消零售行业', '项目管理...        True   \n14  ['无需经验', '本科', '软文', '广告文案', '媒体宣传', '新闻稿', '营...        True   \n15  ['在校生/应届生', '本科', '文案撰写', '文案创作', '软文撰写', '写作'...        True   \n16  ['在校生/应届生', '本科', '办公软件', 'excel', 'word', 'pp...        True   \n17  ['1年', '大专', '活动策划', '活动执行', '五险一金', '餐饮补贴', '...        True   \n18  ['1年', '本科', '品牌文案', '活动文案', '展厅展馆文案', '项目策划',...        True   \n19  ['1-3年', '本科', '中文', '编写方案', '博物馆学', '规划', '设计...        True   \n\n                                            jobScheme     coId  \\\n0   qiancheng://home/show_job_info?jobid=149443317...  5987562   \n1   qiancheng://home/show_job_info?jobid=150615927...  7364405   \n2   qiancheng://home/show_job_info?jobid=151095040...  4261835   \n3   qiancheng://home/show_job_info?jobid=146339723...  1987073   \n4   qiancheng://home/show_job_info?jobid=142771397...      623   \n5   qiancheng://home/show_job_info?jobid=143099686...  3288479   \n6   qiancheng://home/show_job_info?jobid=151424240...   342463   \n7   qiancheng://home/show_job_info?jobid=148309794...  7526639   \n8   qiancheng://home/show_job_info?jobid=143276182...      623   \n9   qiancheng://home/show_job_info?jobid=150616009...  7364405   \n10  qiancheng://home/show_job_info?jobid=150535883...  7327043   \n11  qiancheng://home/show_job_info?jobid=137102708...   300054   \n12  qiancheng://home/show_job_info?jobid=151339175...  7440198   \n13  qiancheng://home/show_job_info?jobid=150731460...  8126448   \n14  qiancheng://home/show_job_info?jobid=152587984...  4427108   \n15  qiancheng://home/show_job_info?jobid=152358134...  8027780   \n16  qiancheng://home/show_job_info?jobid=151537615...  2635952   \n17  qiancheng://home/show_job_info?jobid=150009805...  2616269   \n18  qiancheng://home/show_job_info?jobid=129596201...  3960101   \n19  qiancheng://home/show_job_info?jobid=143660585...   179926   \n\n   jobAreaLevelDetail.provinceString jobAreaLevelDetail.cityString  \\\n0                                 上海                            上海   \n1                                 上海                            上海   \n2                                 上海                            上海   \n3                                 上海                            上海   \n4                                 上海                            上海   \n5                                 上海                            上海   \n6                                 上海                            上海   \n7                                 上海                            上海   \n8                                 上海                            上海   \n9                                 上海                            上海   \n10                                上海                            上海   \n11                                上海                            上海   \n12                                上海                            上海   \n13                                上海                            上海   \n14                                上海                            上海   \n15                                上海                            上海   \n16                                上海                            上海   \n17                                上海                            上海   \n18                                上海                            上海   \n19                                上海                            上海   \n\n    jobAreaLevelDetail.districtString  jobAreaLevelDetail.landMarkString  \\\n0                                浦东新区                                NaN   \n1                                 NaN                                NaN   \n2                                 普陀区                           长风公园/华师大   \n3                                 NaN                                NaN   \n4                                 黄浦区                                NaN   \n5                                 嘉定区                                NaN   \n6                                 NaN                                NaN   \n7                                 徐汇区                                NaN   \n8                                 NaN                                NaN   \n9                                 NaN                                NaN   \n10                                黄浦区                                NaN   \n11                                嘉定区                                 江桥   \n12                                NaN                                NaN   \n13                                徐汇区                                漕河泾   \n14                               浦东新区                                 张江   \n15                                松江区                                NaN   \n16                                徐汇区                                NaN   \n17                                嘉定区                                NaN   \n18                                长宁区                                NaN   \n19                                杨浦区                                NaN   \n\n     hrLabels  \n0         NaN  \n1         NaN  \n2          []  \n3         NaN  \n4          []  \n5          []  \n6   ['简历处理快']  \n7         NaN  \n8          []  \n9         NaN  \n10        NaN  \n11  ['简历处理快']  \n12        NaN  \n13         []  \n14   ['喜欢聊天']  \n15   ['喜欢聊天']  \n16   ['喜欢聊天']  \n17         []  \n18   ['今日活跃']  \n19   ['回复率高']  \n\n[20 rows x 77 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unnamed: 0</th>\n      <th>property</th>\n      <th>jobId</th>\n      <th>jobType</th>\n      <th>jobName</th>\n      <th>jobTags</th>\n      <th>jobNumString</th>\n      <th>workAreaCode</th>\n      <th>jobAreaCode</th>\n      <th>jobAreaString</th>\n      <th>...</th>\n      <th>mobileTel</th>\n      <th>jobTagsForOrder</th>\n      <th>isAllowChat</th>\n      <th>jobScheme</th>\n      <th>coId</th>\n      <th>jobAreaLevelDetail.provinceString</th>\n      <th>jobAreaLevelDetail.cityString</th>\n      <th>jobAreaLevelDetail.districtString</th>\n      <th>jobAreaLevelDetail.landMarkString</th>\n      <th>hrLabels</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>149443317</td>\n      <td>0</td>\n      <td>海外广告策划运营</td>\n      <td>['1年', '大专', '创意策划', '广告素材', 'tiktok', 'google...</td>\n      <td>NaN</td>\n      <td>21000</td>\n      <td>20000</td>\n      <td>上海·浦东新区</td>\n      <td>...</td>\n      <td>1.352476e+10</td>\n      <td>['1年', '大专', '创意策划', '广告素材', 'tiktok', 'google...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=149443317...</td>\n      <td>5987562</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150615927</td>\n      <td>0</td>\n      <td>品牌策划培训生</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>若干</td>\n      <td>20000</td>\n      <td>20000</td>\n      <td>上海</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=150615927...</td>\n      <td>7364405</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151095040</td>\n      <td>0</td>\n      <td>广告创意策划</td>\n      <td>['1年', '大专', 'brief', '文案撰写', '方案', 'copybase'...</td>\n      <td>NaN</td>\n      <td>20600</td>\n      <td>20000</td>\n      <td>上海·普陀区</td>\n      <td>...</td>\n      <td>1.580061e+10</td>\n      <td>['1年', '大专', 'brief', '文案撰写', '方案', 'copybase'...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=151095040...</td>\n      <td>4261835</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>普陀区</td>\n      <td>长风公园/华师大</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>146339723</td>\n      <td>0</td>\n      <td>广告销售企划 应届可(150089) 日语必须</td>\n      <td>['在校生/应届生', '大专', '五险一金', '带薪休假', '通讯补贴', '国家法...</td>\n      <td>NaN</td>\n      <td>20000</td>\n      <td>20000</td>\n      <td>上海</td>\n      <td>...</td>\n      <td>1.376193e+10</td>\n      <td>['在校生/应届生', '大专', '五险一金', '带薪休假', '通讯补贴', '国家法...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=146339723...</td>\n      <td>1987073</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>142771397</td>\n      <td>0</td>\n      <td>文案实习生（新闻/广告/汉语言专业）</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>NaN</td>\n      <td>20100</td>\n      <td>20000</td>\n      <td>上海·黄浦区</td>\n      <td>...</td>\n      <td>1.521431e+10</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=142771397...</td>\n      <td>623</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>黄浦区</td>\n      <td>NaN</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>5</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>143099686</td>\n      <td>0</td>\n      <td>广告实习生</td>\n      <td>['在校生/应届生', '大专', '专业培训', '做五休二']</td>\n      <td>NaN</td>\n      <td>21300</td>\n      <td>20000</td>\n      <td>上海·嘉定区</td>\n      <td>...</td>\n      <td>1.871800e+10</td>\n      <td>['在校生/应届生', '大专', '专业培训', '做五休二']</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=143099686...</td>\n      <td>3288479</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>嘉定区</td>\n      <td>NaN</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>6</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151424240</td>\n      <td>0</td>\n      <td>文案策划专员（2024届）</td>\n      <td>['在校生/应届生', '本科', '汉语言文学', '新闻传播学类', '营销', '抖音...</td>\n      <td>NaN</td>\n      <td>20000</td>\n      <td>20000</td>\n      <td>上海</td>\n      <td>...</td>\n      <td>1.770176e+10</td>\n      <td>['在校生/应届生', '本科', '汉语言文学', '新闻传播学类', '营销', '抖音...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=151424240...</td>\n      <td>342463</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>['简历处理快']</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>7</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>148309794</td>\n      <td>0</td>\n      <td>广告文案策划</td>\n      <td>['1年', '大专', '年终奖金']</td>\n      <td>NaN</td>\n      <td>20300</td>\n      <td>20000</td>\n      <td>上海·徐汇区</td>\n      <td>...</td>\n      <td>1.381691e+10</td>\n      <td>['1年', '大专', '年终奖金']</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=148309794...</td>\n      <td>7526639</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>8</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>143276182</td>\n      <td>0</td>\n      <td>媒介实习生（广告、新闻专业）</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>NaN</td>\n      <td>20000</td>\n      <td>20000</td>\n      <td>上海</td>\n      <td>...</td>\n      <td>1.521431e+10</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=143276182...</td>\n      <td>623</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>9</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150616009</td>\n      <td>0</td>\n      <td>营销策划培训生</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>若干</td>\n      <td>20000</td>\n      <td>20000</td>\n      <td>上海</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=150616009...</td>\n      <td>7364405</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>10</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150535883</td>\n      <td>0</td>\n      <td>百联股份-营销策划管培生</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>若干</td>\n      <td>20100</td>\n      <td>20000</td>\n      <td>上海·黄浦区</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=150535883...</td>\n      <td>7327043</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>黄浦区</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>11</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>137102708</td>\n      <td>0</td>\n      <td>策划文案</td>\n      <td>['在校生/应届生', '大专', '策划', '五险一金', '年终奖金']</td>\n      <td>NaN</td>\n      <td>21300</td>\n      <td>20000</td>\n      <td>上海·嘉定区</td>\n      <td>...</td>\n      <td>1.580088e+10</td>\n      <td>['在校生/应届生', '大专', '策划', '五险一金', '年终奖金']</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=137102708...</td>\n      <td>300054</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>嘉定区</td>\n      <td>江桥</td>\n      <td>['简历处理快']</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>12</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151339175</td>\n      <td>0</td>\n      <td>营销企划助理</td>\n      <td>['在校生/应届生', '本科', '市场营销', '视觉传达设计']</td>\n      <td>1</td>\n      <td>20000</td>\n      <td>20000</td>\n      <td>上海</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>['在校生/应届生', '本科', '市场营销', '视觉传达设计']</td>\n      <td>False</td>\n      <td>qiancheng://home/show_job_info?jobid=151339175...</td>\n      <td>7440198</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>13</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150731460</td>\n      <td>0</td>\n      <td>广告客户执行</td>\n      <td>['1年', '本科', '创意设计', '广告公司ae', '快消零售行业', '项目管理...</td>\n      <td>NaN</td>\n      <td>20300</td>\n      <td>20000</td>\n      <td>上海·徐汇区</td>\n      <td>...</td>\n      <td>1.360198e+10</td>\n      <td>['1年', '本科', '创意设计', '广告公司ae', '快消零售行业', '项目管理...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=150731460...</td>\n      <td>8126448</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>漕河泾</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>14</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>152587984</td>\n      <td>0</td>\n      <td>文案策划</td>\n      <td>['无需经验', '本科', '软文', '广告文案', '媒体宣传', '新闻稿', '营...</td>\n      <td>NaN</td>\n      <td>21000</td>\n      <td>20000</td>\n      <td>上海·浦东新区</td>\n      <td>...</td>\n      <td>1.580070e+10</td>\n      <td>['无需经验', '本科', '软文', '广告文案', '媒体宣传', '新闻稿', '营...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=152587984...</td>\n      <td>4427108</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>张江</td>\n      <td>['喜欢聊天']</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>15</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>152358134</td>\n      <td>0</td>\n      <td>市场文案策划专员</td>\n      <td>['在校生/应届生', '本科', '文案撰写', '文案创作', '软文撰写', '写作'...</td>\n      <td>NaN</td>\n      <td>21500</td>\n      <td>20000</td>\n      <td>上海·松江区</td>\n      <td>...</td>\n      <td>1.376132e+10</td>\n      <td>['在校生/应届生', '本科', '文案撰写', '文案创作', '软文撰写', '写作'...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=152358134...</td>\n      <td>8027780</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>松江区</td>\n      <td>NaN</td>\n      <td>['喜欢聊天']</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>16</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>151537615</td>\n      <td>0</td>\n      <td>媒介策划实习生（上海公司）</td>\n      <td>['在校生/应届生', '本科', '办公软件', 'excel', 'word', 'pp...</td>\n      <td>NaN</td>\n      <td>20300</td>\n      <td>20000</td>\n      <td>上海·徐汇区</td>\n      <td>...</td>\n      <td>1.850251e+10</td>\n      <td>['在校生/应届生', '本科', '办公软件', 'excel', 'word', 'pp...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=151537615...</td>\n      <td>2635952</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>NaN</td>\n      <td>['喜欢聊天']</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>17</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>150009805</td>\n      <td>0</td>\n      <td>活动策划执行经理</td>\n      <td>['1年', '大专', '活动策划', '活动执行', '五险一金', '餐饮补贴', '...</td>\n      <td>NaN</td>\n      <td>21300</td>\n      <td>20000</td>\n      <td>上海·嘉定区</td>\n      <td>...</td>\n      <td>1.358588e+10</td>\n      <td>['1年', '大专', '活动策划', '活动执行', '五险一金', '餐饮补贴', '...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=150009805...</td>\n      <td>2616269</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>嘉定区</td>\n      <td>NaN</td>\n      <td>[]</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>18</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>129596201</td>\n      <td>0</td>\n      <td>文案策划</td>\n      <td>['1年', '本科', '品牌文案', '活动文案', '展厅展馆文案', '项目策划',...</td>\n      <td>NaN</td>\n      <td>20400</td>\n      <td>20000</td>\n      <td>上海·长宁区</td>\n      <td>...</td>\n      <td>1.863270e+10</td>\n      <td>['1年', '本科', '品牌文案', '活动文案', '展厅展馆文案', '项目策划',...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=129596201...</td>\n      <td>3960101</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>长宁区</td>\n      <td>NaN</td>\n      <td>['今日活跃']</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>19</td>\n      <td>{\"isInitiative\":\"是\",\"pageCode\":\"sou|sou|soulb\"...</td>\n      <td>143660585</td>\n      <td>0</td>\n      <td>文案策划</td>\n      <td>['1-3年', '本科', '中文', '编写方案', '博物馆学', '规划', '设计...</td>\n      <td>NaN</td>\n      <td>20900</td>\n      <td>20000</td>\n      <td>上海·杨浦区</td>\n      <td>...</td>\n      <td>1.571374e+10</td>\n      <td>['1-3年', '本科', '中文', '编写方案', '博物馆学', '规划', '设计...</td>\n      <td>True</td>\n      <td>qiancheng://home/show_job_info?jobid=143660585...</td>\n      <td>179926</td>\n      <td>上海</td>\n      <td>上海</td>\n      <td>杨浦区</td>\n      <td>NaN</td>\n      <td>['回复率高']</td>\n    </tr>\n  </tbody>\n</table>\n<p>20 rows × 77 columns</p>\n</div>"
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_df = pd.read_excel(f\"excels/{城市}/{关键字}/{output_time}/前程无忧-{城市}-{关键字}-{output_time}.xlsx\")\n",
    "read_df"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "outputs": [],
   "source": [
    "df_wuyou_job = read_df[['jobName','jobTags','jobAreaString','provideSalaryString','workYearString','degreeString','industryType1Str','companyName','companyTypeString','companySizeString','hrName','hrPosition','updateDateTime','jobHref','companyHref']]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "outputs": [
    {
     "data": {
      "text/plain": "                    jobName  \\\n0                  海外广告策划运营   \n1                   品牌策划培训生   \n2                    广告创意策划   \n3   广告销售企划 应届可(150089) 日语必须   \n4        文案实习生（新闻/广告/汉语言专业）   \n5                     广告实习生   \n6             文案策划专员（2024届）   \n7                    广告文案策划   \n8            媒介实习生（广告、新闻专业）   \n9                   营销策划培训生   \n10             百联股份-营销策划管培生   \n11                     策划文案   \n12                   营销企划助理   \n13                   广告客户执行   \n14                     文案策划   \n15                 市场文案策划专员   \n16            媒介策划实习生（上海公司）   \n17                 活动策划执行经理   \n18                     文案策划   \n19                     文案策划   \n\n                                              jobTags jobAreaString  \\\n0   ['1年', '大专', '创意策划', '广告素材', 'tiktok', 'google...       上海·浦东新区   \n1                                   ['在校生/应届生', '本科']            上海   \n2   ['1年', '大专', 'brief', '文案撰写', '方案', 'copybase'...        上海·普陀区   \n3   ['在校生/应届生', '大专', '五险一金', '带薪休假', '通讯补贴', '国家法...            上海   \n4                                   ['在校生/应届生', '本科']        上海·黄浦区   \n5                   ['在校生/应届生', '大专', '专业培训', '做五休二']        上海·嘉定区   \n6   ['在校生/应届生', '本科', '汉语言文学', '新闻传播学类', '营销', '抖音...            上海   \n7                                ['1年', '大专', '年终奖金']        上海·徐汇区   \n8                                   ['在校生/应届生', '本科']            上海   \n9                                   ['在校生/应届生', '本科']            上海   \n10                                  ['在校生/应届生', '本科']        上海·黄浦区   \n11            ['在校生/应届生', '大专', '策划', '五险一金', '年终奖金']        上海·嘉定区   \n12                ['在校生/应届生', '本科', '市场营销', '视觉传达设计']            上海   \n13  ['1年', '本科', '创意设计', '广告公司ae', '快消零售行业', '项目管理...        上海·徐汇区   \n14  ['无需经验', '本科', '软文', '广告文案', '媒体宣传', '新闻稿', '营...       上海·浦东新区   \n15  ['在校生/应届生', '本科', '文案撰写', '文案创作', '软文撰写', '写作'...        上海·松江区   \n16  ['在校生/应届生', '本科', '办公软件', 'excel', 'word', 'pp...        上海·徐汇区   \n17  ['1年', '大专', '活动策划', '活动执行', '五险一金', '餐饮补贴', '...        上海·嘉定区   \n18  ['1年', '本科', '品牌文案', '活动文案', '展厅展馆文案', '项目策划',...        上海·长宁区   \n19  ['1-3年', '本科', '中文', '编写方案', '博物馆学', '规划', '设计...        上海·杨浦区   \n\n   provideSalaryString workYearString degreeString  industryType1Str  \\\n0           1-1.5万·13薪             1年           大专          互联网/电子商务   \n1              8.5千-1万        在校生/应届生           本科             批发/零售   \n2             1.5-2.5万             1年           大专                广告   \n3                 6-8千        在校生/应届生           大专  专业服务(咨询、人力资源、财会)   \n4               3-4.5千        在校生/应届生           本科        公关/市场推广/会展   \n5               180元/天        在校生/应届生           大专        公关/市场推广/会展   \n6                 6-8千        在校生/应届生           本科          服装/纺织/皮革   \n7          7千-1.1万·13薪             1年           大专  专业服务(咨询、人力资源、财会)   \n8               150元/天        在校生/应届生           本科        公关/市场推广/会展   \n9              8.5千-1万        在校生/应届生           本科             批发/零售   \n10             7千-1.3万        在校生/应届生           本科  专业服务(咨询、人力资源、财会)   \n11             6千-1.2万        在校生/应届生           大专        公关/市场推广/会展   \n12                6-7千        在校生/应届生           本科           农/林/牧/渔   \n13             9千-1.5万             1年           本科                广告   \n14          1-1.5万·14薪           无需经验           本科           制药/生物工程   \n15            5-7千·13薪        在校生/应届生           本科        仪器仪表/工业自动化   \n16              120元/天        在校生/应届生           本科                广告   \n17               8千-1万             1年           大专                广告   \n18              1-1.2万             1年           本科        公关/市场推广/会展   \n19             8千-1.6万           1-3年           本科        公关/市场推广/会展   \n\n      companyName companyTypeString companySizeString  hrName hrPosition  \\\n0          上海鱼尾科技                民营          150-500人    鱼尾HR         人事   \n1            欧普照明                民营        1000-5000人     NaN        NaN   \n2          上海睿壹广告                民营           50-150人    睿壹广告         HR   \n3     上海艾杰飞人才管理咨询           外资（非欧美）           50-150人     艾杰飞       企划担当   \n4      上海迪思市场策划咨询               已上市          150-500人     曹女士     高级招聘经理   \n5      励维营销策划（上海）                民营         500-1000人  Melody       人事主管   \n6       上海水星家用纺织品               已上市        1000-5000人      叁仟       招聘hr   \n7   昇辉行（上海）企业管理顾问                民营             少于50人     魏小姐         顾问   \n8      上海迪思市场策划咨询               已上市          150-500人     曹女士     高级招聘经理   \n9            欧普照明                民营        1000-5000人     NaN        NaN   \n10           百联集团                国企               NaN     NaN        NaN   \n11       上海超澜数码科技                民营           50-150人      许虞        总经理   \n12       光明食品（集团）                国企               NaN     NaN        NaN   \n13   上海祺尚创意服务（集团）                民营             少于50人    Andy        HRM   \n14       上海爱启医药技术                民营             少于50人    Reya         HR   \n15  阿奈索三维打印科技（苏州）                合资           50-150人   Sunny       人事经理   \n16           乔恩传媒                民营          150-500人     刘小姐         人事   \n17     鼎礼（上海）广告传媒                民营             少于50人   Marry         人事   \n18       上海华致文化科技                民营             少于50人    上海华致         经理   \n19   上海云罡同汇视觉艺术设计                民营           50-150人     何女士       人事经理   \n\n         updateDateTime                                            jobHref  \\\n0   2023-07-05 15:30:18  https://jobs.51job.com/shanghai-pdxq/149443317...   \n1   2023-12-23 04:39:40  https://jobs.51job.com/shanghai/150615927.html...   \n2   2023-11-02 17:04:55  https://jobs.51job.com/shanghai-ptq/151095040....   \n3   2023-02-27 13:00:14  https://jobs.51job.com/shanghai/146339723.html...   \n4   2023-11-08 16:45:21  https://jobs.51job.com/shanghai-hpq/142771397....   \n5   2023-10-16 14:22:53  https://jobs.51job.com/shanghai-jdq/143099686....   \n6   2023-10-14 13:57:28  https://jobs.51job.com/shanghai/151424240.html...   \n7   2023-05-09 09:02:13  https://jobs.51job.com/shanghai-xhq/148309794....   \n8   2023-11-08 16:45:02  https://jobs.51job.com/shanghai/143276182.html...   \n9   2023-12-23 04:39:39  https://jobs.51job.com/shanghai/150616009.html...   \n10  2023-12-21 04:12:36  https://jobs.51job.com/shanghai-hpq/150535883....   \n11  2023-12-20 09:57:58  https://jobs.51job.com/shanghai-jdq/137102708....   \n12  2023-12-22 05:08:26  https://jobs.51job.com/shanghai/151339175.html...   \n13  2023-10-08 10:08:53  https://jobs.51job.com/shanghai-xhq/150731460....   \n14  2023-12-21 17:54:38  https://jobs.51job.com/shanghai-pdxq/152587984...   \n15  2023-12-06 16:48:53  https://jobs.51job.com/shanghai-sjq/152358134....   \n16  2023-10-19 17:05:05  https://jobs.51job.com/shanghai-xhq/151537615....   \n17  2023-08-31 09:18:18  https://jobs.51job.com/shanghai-jdq/150009805....   \n18  2023-12-22 11:10:31  https://jobs.51job.com/shanghai-cnq/129596201....   \n19  2023-12-22 15:52:12  https://jobs.51job.com/shanghai-ypq/143660585....   \n\n                                          companyHref  \n0   https://jobs.51job.com/all/coVTYAbQRvBD1RMQdiA...  \n1   https://jobs.51job.com/all/coBGVdOgRhADoAYQxvX...  \n2   https://jobs.51job.com/all/coAmBXMVUwDjEHalMzX...  \n3   https://jobs.51job.com/all/coUjUCb141DzZSNwBkB...  \n4          https://jobs.51job.com/all/coUTFTNVU1.html  \n5   https://jobs.51job.com/all/coUzZcOlU-BDIHZlA0V...  \n6   https://jobs.51job.com/all/coVTBUNANiBjwCYVY2....  \n7   https://jobs.51job.com/all/coVDUGZwVkBz9RMgZmX...  \n8          https://jobs.51job.com/all/coUTFTNVU1.html  \n9   https://jobs.51job.com/all/coBGVdOgRhADoAYQxvX...  \n10  https://jobs.51job.com/all/coVTQCZQNiAjtTNgNkX...  \n11  https://jobs.51job.com/all/coBWBcOAVmDzFSMlA3....  \n12  https://jobs.51job.com/all/coUzJcPFUyVGoBZQFrA...  \n13  https://jobs.51job.com/all/coAG5TNgdmDjZVNAFmB...  \n14  https://jobs.51job.com/all/coAGIBYVY3BD0CZgBjV...  \n15  https://jobs.51job.com/all/coCGYHYwVkVWxVNwRvV...  \n16  https://jobs.51job.com/all/coCGwCYFU1DjUFaQVjU...  \n17  https://jobs.51job.com/all/coAWVQMlMxBDwDZAFkV...  \n18  https://jobs.51job.com/all/coB2JRPFcyAT9SNgxvB...  \n19  https://jobs.51job.com/all/coA2RSMQBqADcCZVcy....  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>jobName</th>\n      <th>jobTags</th>\n      <th>jobAreaString</th>\n      <th>provideSalaryString</th>\n      <th>workYearString</th>\n      <th>degreeString</th>\n      <th>industryType1Str</th>\n      <th>companyName</th>\n      <th>companyTypeString</th>\n      <th>companySizeString</th>\n      <th>hrName</th>\n      <th>hrPosition</th>\n      <th>updateDateTime</th>\n      <th>jobHref</th>\n      <th>companyHref</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>海外广告策划运营</td>\n      <td>['1年', '大专', '创意策划', '广告素材', 'tiktok', 'google...</td>\n      <td>上海·浦东新区</td>\n      <td>1-1.5万·13薪</td>\n      <td>1年</td>\n      <td>大专</td>\n      <td>互联网/电子商务</td>\n      <td>上海鱼尾科技</td>\n      <td>民营</td>\n      <td>150-500人</td>\n      <td>鱼尾HR</td>\n      <td>人事</td>\n      <td>2023-07-05 15:30:18</td>\n      <td>https://jobs.51job.com/shanghai-pdxq/149443317...</td>\n      <td>https://jobs.51job.com/all/coVTYAbQRvBD1RMQdiA...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>品牌策划培训生</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>上海</td>\n      <td>8.5千-1万</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>批发/零售</td>\n      <td>欧普照明</td>\n      <td>民营</td>\n      <td>1000-5000人</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>2023-12-23 04:39:40</td>\n      <td>https://jobs.51job.com/shanghai/150615927.html...</td>\n      <td>https://jobs.51job.com/all/coBGVdOgRhADoAYQxvX...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>广告创意策划</td>\n      <td>['1年', '大专', 'brief', '文案撰写', '方案', 'copybase'...</td>\n      <td>上海·普陀区</td>\n      <td>1.5-2.5万</td>\n      <td>1年</td>\n      <td>大专</td>\n      <td>广告</td>\n      <td>上海睿壹广告</td>\n      <td>民营</td>\n      <td>50-150人</td>\n      <td>睿壹广告</td>\n      <td>HR</td>\n      <td>2023-11-02 17:04:55</td>\n      <td>https://jobs.51job.com/shanghai-ptq/151095040....</td>\n      <td>https://jobs.51job.com/all/coAmBXMVUwDjEHalMzX...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>广告销售企划 应届可(150089) 日语必须</td>\n      <td>['在校生/应届生', '大专', '五险一金', '带薪休假', '通讯补贴', '国家法...</td>\n      <td>上海</td>\n      <td>6-8千</td>\n      <td>在校生/应届生</td>\n      <td>大专</td>\n      <td>专业服务(咨询、人力资源、财会)</td>\n      <td>上海艾杰飞人才管理咨询</td>\n      <td>外资（非欧美）</td>\n      <td>50-150人</td>\n      <td>艾杰飞</td>\n      <td>企划担当</td>\n      <td>2023-02-27 13:00:14</td>\n      <td>https://jobs.51job.com/shanghai/146339723.html...</td>\n      <td>https://jobs.51job.com/all/coUjUCb141DzZSNwBkB...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>文案实习生（新闻/广告/汉语言专业）</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>上海·黄浦区</td>\n      <td>3-4.5千</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>公关/市场推广/会展</td>\n      <td>上海迪思市场策划咨询</td>\n      <td>已上市</td>\n      <td>150-500人</td>\n      <td>曹女士</td>\n      <td>高级招聘经理</td>\n      <td>2023-11-08 16:45:21</td>\n      <td>https://jobs.51job.com/shanghai-hpq/142771397....</td>\n      <td>https://jobs.51job.com/all/coUTFTNVU1.html</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>广告实习生</td>\n      <td>['在校生/应届生', '大专', '专业培训', '做五休二']</td>\n      <td>上海·嘉定区</td>\n      <td>180元/天</td>\n      <td>在校生/应届生</td>\n      <td>大专</td>\n      <td>公关/市场推广/会展</td>\n      <td>励维营销策划（上海）</td>\n      <td>民营</td>\n      <td>500-1000人</td>\n      <td>Melody</td>\n      <td>人事主管</td>\n      <td>2023-10-16 14:22:53</td>\n      <td>https://jobs.51job.com/shanghai-jdq/143099686....</td>\n      <td>https://jobs.51job.com/all/coUzZcOlU-BDIHZlA0V...</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>文案策划专员（2024届）</td>\n      <td>['在校生/应届生', '本科', '汉语言文学', '新闻传播学类', '营销', '抖音...</td>\n      <td>上海</td>\n      <td>6-8千</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>服装/纺织/皮革</td>\n      <td>上海水星家用纺织品</td>\n      <td>已上市</td>\n      <td>1000-5000人</td>\n      <td>叁仟</td>\n      <td>招聘hr</td>\n      <td>2023-10-14 13:57:28</td>\n      <td>https://jobs.51job.com/shanghai/151424240.html...</td>\n      <td>https://jobs.51job.com/all/coVTBUNANiBjwCYVY2....</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>广告文案策划</td>\n      <td>['1年', '大专', '年终奖金']</td>\n      <td>上海·徐汇区</td>\n      <td>7千-1.1万·13薪</td>\n      <td>1年</td>\n      <td>大专</td>\n      <td>专业服务(咨询、人力资源、财会)</td>\n      <td>昇辉行（上海）企业管理顾问</td>\n      <td>民营</td>\n      <td>少于50人</td>\n      <td>魏小姐</td>\n      <td>顾问</td>\n      <td>2023-05-09 09:02:13</td>\n      <td>https://jobs.51job.com/shanghai-xhq/148309794....</td>\n      <td>https://jobs.51job.com/all/coVDUGZwVkBz9RMgZmX...</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>媒介实习生（广告、新闻专业）</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>上海</td>\n      <td>150元/天</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>公关/市场推广/会展</td>\n      <td>上海迪思市场策划咨询</td>\n      <td>已上市</td>\n      <td>150-500人</td>\n      <td>曹女士</td>\n      <td>高级招聘经理</td>\n      <td>2023-11-08 16:45:02</td>\n      <td>https://jobs.51job.com/shanghai/143276182.html...</td>\n      <td>https://jobs.51job.com/all/coUTFTNVU1.html</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>营销策划培训生</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>上海</td>\n      <td>8.5千-1万</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>批发/零售</td>\n      <td>欧普照明</td>\n      <td>民营</td>\n      <td>1000-5000人</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>2023-12-23 04:39:39</td>\n      <td>https://jobs.51job.com/shanghai/150616009.html...</td>\n      <td>https://jobs.51job.com/all/coBGVdOgRhADoAYQxvX...</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>百联股份-营销策划管培生</td>\n      <td>['在校生/应届生', '本科']</td>\n      <td>上海·黄浦区</td>\n      <td>7千-1.3万</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>专业服务(咨询、人力资源、财会)</td>\n      <td>百联集团</td>\n      <td>国企</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>2023-12-21 04:12:36</td>\n      <td>https://jobs.51job.com/shanghai-hpq/150535883....</td>\n      <td>https://jobs.51job.com/all/coVTQCZQNiAjtTNgNkX...</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>策划文案</td>\n      <td>['在校生/应届生', '大专', '策划', '五险一金', '年终奖金']</td>\n      <td>上海·嘉定区</td>\n      <td>6千-1.2万</td>\n      <td>在校生/应届生</td>\n      <td>大专</td>\n      <td>公关/市场推广/会展</td>\n      <td>上海超澜数码科技</td>\n      <td>民营</td>\n      <td>50-150人</td>\n      <td>许虞</td>\n      <td>总经理</td>\n      <td>2023-12-20 09:57:58</td>\n      <td>https://jobs.51job.com/shanghai-jdq/137102708....</td>\n      <td>https://jobs.51job.com/all/coBWBcOAVmDzFSMlA3....</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>营销企划助理</td>\n      <td>['在校生/应届生', '本科', '市场营销', '视觉传达设计']</td>\n      <td>上海</td>\n      <td>6-7千</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>农/林/牧/渔</td>\n      <td>光明食品（集团）</td>\n      <td>国企</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>2023-12-22 05:08:26</td>\n      <td>https://jobs.51job.com/shanghai/151339175.html...</td>\n      <td>https://jobs.51job.com/all/coUzJcPFUyVGoBZQFrA...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>广告客户执行</td>\n      <td>['1年', '本科', '创意设计', '广告公司ae', '快消零售行业', '项目管理...</td>\n      <td>上海·徐汇区</td>\n      <td>9千-1.5万</td>\n      <td>1年</td>\n      <td>本科</td>\n      <td>广告</td>\n      <td>上海祺尚创意服务（集团）</td>\n      <td>民营</td>\n      <td>少于50人</td>\n      <td>Andy</td>\n      <td>HRM</td>\n      <td>2023-10-08 10:08:53</td>\n      <td>https://jobs.51job.com/shanghai-xhq/150731460....</td>\n      <td>https://jobs.51job.com/all/coAG5TNgdmDjZVNAFmB...</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>文案策划</td>\n      <td>['无需经验', '本科', '软文', '广告文案', '媒体宣传', '新闻稿', '营...</td>\n      <td>上海·浦东新区</td>\n      <td>1-1.5万·14薪</td>\n      <td>无需经验</td>\n      <td>本科</td>\n      <td>制药/生物工程</td>\n      <td>上海爱启医药技术</td>\n      <td>民营</td>\n      <td>少于50人</td>\n      <td>Reya</td>\n      <td>HR</td>\n      <td>2023-12-21 17:54:38</td>\n      <td>https://jobs.51job.com/shanghai-pdxq/152587984...</td>\n      <td>https://jobs.51job.com/all/coAGIBYVY3BD0CZgBjV...</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>市场文案策划专员</td>\n      <td>['在校生/应届生', '本科', '文案撰写', '文案创作', '软文撰写', '写作'...</td>\n      <td>上海·松江区</td>\n      <td>5-7千·13薪</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>仪器仪表/工业自动化</td>\n      <td>阿奈索三维打印科技（苏州）</td>\n      <td>合资</td>\n      <td>50-150人</td>\n      <td>Sunny</td>\n      <td>人事经理</td>\n      <td>2023-12-06 16:48:53</td>\n      <td>https://jobs.51job.com/shanghai-sjq/152358134....</td>\n      <td>https://jobs.51job.com/all/coCGYHYwVkVWxVNwRvV...</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>媒介策划实习生（上海公司）</td>\n      <td>['在校生/应届生', '本科', '办公软件', 'excel', 'word', 'pp...</td>\n      <td>上海·徐汇区</td>\n      <td>120元/天</td>\n      <td>在校生/应届生</td>\n      <td>本科</td>\n      <td>广告</td>\n      <td>乔恩传媒</td>\n      <td>民营</td>\n      <td>150-500人</td>\n      <td>刘小姐</td>\n      <td>人事</td>\n      <td>2023-10-19 17:05:05</td>\n      <td>https://jobs.51job.com/shanghai-xhq/151537615....</td>\n      <td>https://jobs.51job.com/all/coCGwCYFU1DjUFaQVjU...</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>活动策划执行经理</td>\n      <td>['1年', '大专', '活动策划', '活动执行', '五险一金', '餐饮补贴', '...</td>\n      <td>上海·嘉定区</td>\n      <td>8千-1万</td>\n      <td>1年</td>\n      <td>大专</td>\n      <td>广告</td>\n      <td>鼎礼（上海）广告传媒</td>\n      <td>民营</td>\n      <td>少于50人</td>\n      <td>Marry</td>\n      <td>人事</td>\n      <td>2023-08-31 09:18:18</td>\n      <td>https://jobs.51job.com/shanghai-jdq/150009805....</td>\n      <td>https://jobs.51job.com/all/coAWVQMlMxBDwDZAFkV...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>文案策划</td>\n      <td>['1年', '本科', '品牌文案', '活动文案', '展厅展馆文案', '项目策划',...</td>\n      <td>上海·长宁区</td>\n      <td>1-1.2万</td>\n      <td>1年</td>\n      <td>本科</td>\n      <td>公关/市场推广/会展</td>\n      <td>上海华致文化科技</td>\n      <td>民营</td>\n      <td>少于50人</td>\n      <td>上海华致</td>\n      <td>经理</td>\n      <td>2023-12-22 11:10:31</td>\n      <td>https://jobs.51job.com/shanghai-cnq/129596201....</td>\n      <td>https://jobs.51job.com/all/coB2JRPFcyAT9SNgxvB...</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>文案策划</td>\n      <td>['1-3年', '本科', '中文', '编写方案', '博物馆学', '规划', '设计...</td>\n      <td>上海·杨浦区</td>\n      <td>8千-1.6万</td>\n      <td>1-3年</td>\n      <td>本科</td>\n      <td>公关/市场推广/会展</td>\n      <td>上海云罡同汇视觉艺术设计</td>\n      <td>民营</td>\n      <td>50-150人</td>\n      <td>何女士</td>\n      <td>人事经理</td>\n      <td>2023-12-22 15:52:12</td>\n      <td>https://jobs.51job.com/shanghai-ypq/143660585....</td>\n      <td>https://jobs.51job.com/all/coA2RSMQBqADcCZVcy....</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wuyou_job"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "outputs": [],
   "source": [
    "df_wuyou_job = df_wuyou_job.rename(columns={\n",
    "    'jobName':'职位名称',\n",
    "    'jobTags':'职位标签',\n",
    "    'jobAreaString':'岗位地址',\n",
    "    'provideSalaryString':'工资',\n",
    "    'workYearString':'工作经验',\n",
    "    'degreeString':'学历要求',\n",
    "    'industryType1Str':'公司行业',\n",
    "    'companyName':'公司名称',\n",
    "    'companyTypeString':'公司体制',\n",
    "    'companySizeString':'公司规模',\n",
    "    'hrName':'招聘者名称',\n",
    "    'hrPosition':'招聘者职位',\n",
    "    'updateDateTime':'更新时间',\n",
    "    'jobHref':'岗位详情',\n",
    "    'companyHref':'公司官网',\n",
    "})"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 尝试进入详情页爬取，抓不到数据，好像是script Ajax动态加载"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "outputs": [],
   "source": [
    "# from requests_html import HTMLSession\n",
    "# session = HTMLSession()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "outputs": [],
   "source": [
    "# in_headers  = {\n",
    "#     \"Accept\": \"*/*\",\n",
    "#     \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "#     \"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "#     \"Connection\": \"keep-alive\",\n",
    "#     \"From-Domain\": \"51job_web\",\n",
    "#     \"Host\": \"cupid.51job.com\",\n",
    "#     \"Origin\": \"https://jobs.51job.com\",\n",
    "#     \"Referer\": \"https://jobs.51job.com/\",\n",
    "#     \"Sec-Fetch-Dest\": \"empty\",\n",
    "#     \"Sec-Fetch-Mode\": \"cors\",\n",
    "#     \"Sec-Fetch-Site\": \"same-site\",\n",
    "#     \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36\",\n",
    "#     \"account-id\": \"225393392\",\n",
    "#     \"sec-ch-ua\": \"\\\"Google Chrome\\\";v=\\\"119\\\", \\\"Chromium\\\";v=\\\"119\\\", \\\"Not?A_Brand\\\";v=\\\"24\\\"\",\n",
    "#     \"sec-ch-ua-mobile\": \"?0\",\n",
    "#     \"sec-ch-ua-platform\": \"\\\"Windows\\\"\",\n",
    "#     \"sign\": \"56000c3e79b9c45e675542ecc5f77e5063e568717063ecc5b459e0dd4c00a57c\",\n",
    "#     \"user-token\": \"8631e09ad8ed44cc0933d93833621abf6567e153\",\n",
    "#     \"uuid\": \"df9079b1bea9db9cb298b4eeb9d04e27\"\n",
    "# }"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "outputs": [],
   "source": [
    "# s = session.get(df_wuyou['jobHref'][1],headers=in_headers)\n",
    "# command = s.html.find('div.tmsg')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 岗位详情页"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "# from requests_html2 import HTMLSession\n",
    "# session = HTMLSession()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "outputs": [],
   "source": [
    "# df_wuyou['jobHref'][0]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "outputs": [],
   "source": [
    "# 技能要求 = []\n",
    "# for i in range(len(df_wuyou['jobHref'])):\n",
    "#     s = session.get(df_wuyou['jobHref'][i])\n",
    "#     contents = s.html.find('div.job_msg')\n",
    "#     if len(contents) >= 0:\n",
    "#         command = contents[0].text\n",
    "#         command = command.replace(\"\\n\",\" \")\n",
    "#         技能要求.append(command)\n",
    "#     else:\n",
    "#         command = '无'\n",
    "#         技能要求.append(command)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 输出结果"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "outputs": [],
   "source": [
    "df_wuyou_job.to_excel(f\"excels/{城市}/{关键字}/{output_time}/前程无忧-{城市}-{关键字}-{output_time}.xlsx\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 2
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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